Generalization and Regularization in DQN J Farebrother, MC Machado, M Bowling NeurIPS Workshop on Deep Reinforcement Learning, 2018 | 195 | 2018 |
Investigating Multi-Task Pretraining and Generalization in Reinforcement Learning AA Taïga, R Agarwal, J Farebrother, A Courville, MG Bellemare International Conference on Learning Representations (ICLR), 2023 | 20 | 2023 |
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks J Farebrother*, J Greaves*, R Agarwal, C Le Lan, R Goroshin, PS Castro, ... International Conference on Learning Representations (ICLR), 2023 | 20* | 2023 |
Stop Regressing: Training Value Functions via Classification for Scalable Deep RL J Farebrother*, J Orbay, Q Vuong, AA Taïga, Y Chebotar, T Xiao, A Irpan, ... International Conference on Machine Learning (ICML), 𝗢𝗿𝗮𝗹, 2024 | 11 | 2024 |
Mixtures of Experts Unlock Parameter Scaling for Deep RL JS Obando-Ceron*, G Sokar*, T Willi*, C Lyle, J Farebrother, JN Foerster, ... International Conference on Machine Learning (ICML), 𝗦𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁, 2024 | 7* | 2024 |
A Novel Stochastic Gradient Descent Algorithm for Learning Principal Subspaces CL Lan, J Greaves, J Farebrother, M Rowland, F Pedregosa, R Agarwal, ... International Conference on Artificial Intelligence and Statistics (AISTATS), 2023 | 5 | 2023 |
Learning and Controlling Silicon Dopant Transitions in Graphene using Scanning Transmission Electron Microscopy M Schwarzer*, J Farebrother*, J Greaves, ED Cubuk, R Agarwal, ... arXiv preprint arXiv:2311.17894, 2023 | 2* | 2023 |
Revisiting Successor Features for Inverse Reinforcement Learning AK Jain, H Wiltzer, J Farebrother, I Rish, G Berseth, S Choudhury ICML 2024 Workshop on Models of Human Feedback for AI Alignment, 2024 | | 2024 |
A Distributional Analogue to the Successor Representation H Wiltzer*, J Farebrother*, A Gretton, Y Tang, A Barreto, W Dabney, ... International Conference on Machine Learning (ICML), 𝗦𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁, 2024 | | 2024 |
Using biconnected components for efficient identification of upstream features in large spatial networks (GIS cup) Z Goldthorpe, J Cannon, J Farebrother, Z Friggstad, MA Nascimento Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances …, 2018 | | 2018 |